{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bike-Sharing-Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant     dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1 2011-01-01       1   0     1        0        6           0   \n",
       "1        2 2011-01-02       1   0     1        0        0           0   \n",
       "2        3 2011-01-03       1   0     1        0        1           1   \n",
       "3        4 2011-01-04       1   0     1        0        2           1   \n",
       "4        5 2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"/Users/admin/Desktop/Bike-Sharing-Dataset/day.csv\", parse_dates=['dteday'])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  2.2 数据基本信息\n",
    "样本数目、特征维数\n",
    "每个特征的类型、空值样本的数目、数据类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null datetime64[ns]\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: datetime64[ns](1), float64(4), int64(11)\n",
      "memory usage: 91.5 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 各属性的统计特性\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单变量分布分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### cnt租赁单车数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
    "ax0, ax1, ax2, ax3 = axes.flatten()\n",
    "\n",
    "ax0.plot(data['dteday'][:14], data['cnt'][:14])\n",
    "ax1.plot(data['dteday'][:28], data['cnt'][:28])\n",
    "ax2.plot(data['dteday'][:56], data['cnt'][:56])\n",
    "ax3.plot(data['dteday'][:140], data['cnt'][:140])\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2011和2012区别\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "sns.boxplot('yr', 'cnt', data=data)\n",
    "plt.xticks(plt.xticks()[0], ['2011', '2012']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "很显然2012年需求增大了，可见市场任未饱和"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### temp气温和atemp体感温度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1091ee828>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "sns.regplot('temp', 'atemp', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "很显然temp气温和atemp体感温度高度线性相关的，这里我们删除atemp列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### season季节"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "sns.boxplot(x='season', y='cnt', data=data)\n",
    "locs, labels = plt.xticks()\n",
    "plt.xticks(locs, ['spring', 'summer', 'fall', 'winter']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上图：冬春季出租普遍较低，夏秋季比较高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### month月份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1bd25a58>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x='mnth', y='cnt', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上图：可以看出跟季节一样的结论，人们倾向于在夏季和秋季骑自行车，但我们也看到月份间数据有很大差异。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### workingday是否工作日"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "sns.violinplot(x='workingday', y='cnt', data=data)\n",
    "plt.xticks(plt.xticks()[0], ['weekend', 'working']); "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### weekday\n",
    "一周内，租赁的自行车平均数量变化？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c350390>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建一个新列 weekday_cnt\n",
    "data['weekday_cnt'] = data['weekday'].map({0:'Sun', 1:'Mon', 2:'Tues', 3:'Wed', 4:'Thurs', 5:'Fri', 6:'Sat'})\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "sns.boxplot('weekday_cnt', 'cnt', data=data, order=['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里可以看出无论是工作日、还是周末，每天租赁的自行车平均数量没有明显的差异"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### holidays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21\n"
     ]
    }
   ],
   "source": [
    "print(data['holiday'].sum())\n",
    "# 两年内 节假日总共21天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    7\n",
      "2    4\n",
      "3    4\n",
      "4    6\n",
      "Name: season, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.loc[data['holiday'] == 1, 'season'].value_counts(sort=False))\n",
    "# 每个季节的节假日天数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.boxplot('holiday', 'cnt', data=data, hue='season')\n",
    "locs = plt.xticks()[0]\n",
    "plt.xticks(locs, ['not-holiday', 'holiday']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于数据集只有21个节假日，远小于非节假日的天数，\n",
    "节假日、非节假日，没有明显的差异"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### weathersit天气"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.pointplot(x='weathersit', y='cnt', data=data, estimator=np.mean)\n",
    "plt.xticks(plt.xticks()[0], ['clear', 'cloudy', 'small_rain', 'big_rain'], fontsize=16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print((data['weathersit'] == 4).sum())\n",
    "#weathersit 是大雨、大雪、大雾天，租车的人数为0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### temp气温"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c7bd9e8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['temperature'] = (data['temp'] * 40).astype(np.int32)\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "sns.pointplot(x='temperature', y='cnt', data=data, estimator=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c83f4e0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.distplot(data['temperature'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "很显然，气温对自行车租赁有很大影响。气温越高，租车的人就越多。当温度大于35度时，租车的人数开始减少。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### hum湿度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['humidity'] = (data['hum'] * 80).astype(np.int32)\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "sns.pointplot(x='humidity', y='cnt', data=data, estimator=np.mean, ci=None, hue='weathersit')\n",
    "plt.legend(['clear', 'clouds', 'small_rain', 'big_rain'], loc='best', fontsize=15, frameon=True);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在小雪或雨天，没有租车记录是合理的。如果湿度降低，租车的需求会增加"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### hum湿度和weathersit天气"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 6))\n",
    "sns.violinplot('weathersit', 'humidity', data=data)\n",
    "plt.xticks(plt.xticks()[0], ['clear', 'clouds', 'small_rain', 'big_rain'], fontsize=16);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里我们看到晴朗的天气中，也存在湿度分布。 下雪或雨季湿度主要集中在高值附近。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### windspeed风速"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['windspeed2'] = (data['windspeed'] * 60).astype(np.int32)\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "sns.pointplot(x='windspeed2', y='cnt', data=data, estimator=np.mean, ci=None, hue='weathersit')\n",
    "plt.legend(['clear', 'clouds', 'small_rain', 'big_rain'], loc='best', fontsize=14, frameon=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出晴天、多云的天气，风速对租车没啥影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1d4193c8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2,ncols=2)\n",
    "fig.set_size_inches(12, 9)\n",
    "fig.tight_layout()\n",
    "sns.boxplot(data=data,y=\"temp\",orient=\"h\",ax=axes[0][0])\n",
    "sns.boxplot(data=data,y=\"atemp\",orient=\"h\",ax=axes[0][1])\n",
    "sns.boxplot(data=data,y=\"hum\",orient=\"h\",ax=axes[1][0])\n",
    "sns.boxplot(data=data,y=\"windspeed\",orient=\"h\",ax=axes[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上图所示，hum湿度和windspeed风速可能存在异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# outlier_filter = data['hum'] == 0.\n",
    "# count_outliers = outlier_filter.sum()\n",
    "# print(count_outliers)\n",
    "# ### 移除越界的hum\n",
    "# data = data[~outlier_filter]\n",
    "# data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1ceaf240>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_mat = data.corr(method='pearson')\n",
    "fig = plt.figure(figsize=(16, 16))\n",
    "sns.heatmap(corr_mat, square=True, annot=True, annot_kws={\"size\": 11}, linewidths=0.2) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上图，season季节和month月份，temp气温和atemp体感温度强相关；\n",
    "\n",
    "对于cnt租车人数，它与 temp气温、atemp体感温度、weathersit、season也相互关联"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 其他"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['instant', 'dteday', 'season', 'yr', 'mnth', 'holiday', 'weekday',\n",
       "       'workingday', 'weathersit', 'temp', 'atemp', 'hum', 'windspeed',\n",
       "       'casual', 'registered', 'cnt', 'weekday_cnt', 'temperature', 'humidity',\n",
       "       'windspeed2'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['instant', 'dteday', 'season', 'yr', 'mnth', 'holiday', 'weekday',\n",
       "       'workingday', 'weathersit', 'temp', 'atemp', 'hum', 'windspeed',\n",
       "       'casual', 'registered', 'cnt'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 删除新增的特征\n",
    "data = data.drop(['weekday_cnt', 'temperature', 'humidity', 'windspeed2'], axis=1)\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['season', 'yr', 'mnth', 'holiday', 'weekday', 'weathersit', 'temp',\n",
       "       'hum', 'windspeed', 'cnt'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 移除无用的特征\n",
    "remove_columns = ['instant', 'atemp', 'dteday', 'workingday', 'casual', 'registered']\n",
    "data = data.drop(remove_columns, axis=1)\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yr</th>\n",
       "      <th>holiday</th>\n",
       "      <th>temp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>season_4</th>\n",
       "      <th>...</th>\n",
       "      <th>mnth_10</th>\n",
       "      <th>mnth_11</th>\n",
       "      <th>mnth_12</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>985</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>801</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>1349</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>1562</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>1600</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   yr  holiday      temp       hum  windspeed   cnt  season_1  season_2  \\\n",
       "0   0        0  0.344167  0.805833   0.160446   985         1         0   \n",
       "1   0        0  0.363478  0.696087   0.248539   801         1         0   \n",
       "2   0        0  0.196364  0.437273   0.248309  1349         1         0   \n",
       "3   0        0  0.200000  0.590435   0.160296  1562         1         0   \n",
       "4   0        0  0.226957  0.436957   0.186900  1600         1         0   \n",
       "\n",
       "   season_3  season_4    ...      mnth_10  mnth_11  mnth_12  weekday_0  \\\n",
       "0         0         0    ...            0        0        0          0   \n",
       "1         0         0    ...            0        0        0          1   \n",
       "2         0         0    ...            0        0        0          0   \n",
       "3         0         0    ...            0        0        0          0   \n",
       "4         0         0    ...            0        0        0          0   \n",
       "\n",
       "   weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  weekday_6  \n",
       "0          0          0          0          0          0          1  \n",
       "1          0          0          0          0          0          0  \n",
       "2          1          0          0          0          0          0  \n",
       "3          0          1          0          0          0          0  \n",
       "4          0          0          1          0          0          0  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col = ['season', 'weathersit', 'mnth', 'weekday']\n",
    "for each in col:\n",
    "    dummies = pd.get_dummies(data[each], prefix=each, drop_first=False)\n",
    "    data = pd.concat([data, dummies], axis=1)\n",
    "data = data.drop(col, axis=1)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1d1b2ac8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.distplot(data['cnt'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据分布略有偏差,还可以"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1d11c160>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#下面我们试试这里我们使用log变换\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "sns.distplot(np.log1p(data['cnt']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "log转换之后，数据分布比原始分布要差得多了，不考虑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 结论\n",
    "\n",
    "temp温度是影响租车的最重要的因素\n",
    "\n",
    "hum湿度也会影响自行车的租赁需求，但影响没有temp那么大\n",
    "\n",
    "workingday工作日、周末没有明显的差别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
